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Best AI Search Visibility Analysis Software in 2026: 9 Tools Compared

By ToolNimba Editorial Team November 1, 2026 9 min read

Best AI Search Visibility Analysis Software
  1. Top pick
    Profound logoProfound

    Deep enterprise visibility analysis

    Starting priceSee website
    Check out ProfoundRead our review
  2. Runner-up
    Peec AI logoPeec AI

    Sentiment and competitor analysis

    Starting priceSee website
    Check out Peec AIRead our review
  3. Also great
    Scrunch AI logoScrunch AI

    Citation and content gap analysis

    Starting priceSee website
    Check out Scrunch AIRead our review

How we researched this

We compared official pricing and feature pages, app store listings, privacy policies and public user reviews. Prices change, so check the provider's site before you pay.

Key takeaways

  • Analysis software should explain why visibility moved, with citations, sentiment, and competitor context, not just a single score.
  • Profound leads on depth for enterprise analysis, while Peec AI and Otterly.AI give smaller teams usable analysis at a lower price.
  • Sentiment and share of voice matter as much as mention counts, since being mentioned negatively or rarely still counts as visibility.
  • Compare tools on your own prompts, since engine coverage, citation detail, and report quality differ more than marketing pages suggest.

Quick comparison

NameBest forStarting priceFree plan
ProfoundDeep enterprise visibility analysisSee websiteFree trialVisit
Peec AISentiment and competitor analysisSee websiteFree trialVisit
Scrunch AICitation and content gap analysisSee websiteFree trialVisit
BrandlightBrand narrative and sentiment analysisSee websiteNoVisit
AthenaHQLow-cost analysis to start withSee websiteYesVisit
GoodieAnalysis tied to optimization actions$399 per monthFree trialVisit
Otterly.AIBudget citation and mention analysis$29 per monthFree trialVisit
Semrush AI Visibility ToolkitAnalysis inside a full SEO suite$99 per monthFree trialVisit
Ahrefs Brand RadarIndex plus custom prompt analysis$199 per monthNoVisit

The best AI search visibility analysis software

Tracking a mention is only the first step. Analysis software breaks that mention down: which AI systems cited you, which pages they used, how they described you, and how you compare with competitors on the same questions. We compared tools that query live AI systems and report citation, sentiment, and share of voice data, not tools that only assign a static score. Use this guide to pick analysis depth that matches your team, and remember that AI answers change, so trends matter more than one report.

01Profound logo

Profound

Best for: Deep enterprise visibility analysis

Check out Profound
Starting priceSee website
Free planFree trial
Profound website
tryprofound.com homepage

Profound is the deepest analysis tool in this list. It shows not only whether a brand was mentioned, but which pages AI systems cited, how often, and on which engines. Conversation demand data adds context, showing what users actually ask in a category, so a team can see whether it is missing whole question types, not just single prompts.

That depth suits enterprise analysts and content strategists who will act on it weekly. A small team may find the reports rich but heavy, and the custom pricing makes budgeting harder. For a brand treating AI search as a core channel, Profound sets the analysis standard others are judged against.

What we like
  • Citation-level analysis across engines
  • Conversation demand data
  • Prompt volume and trend views
Watch out for
  • Custom pricing after the trial
  • Analysis depth can overwhelm a small team
02Peec AI logo

Peec AI

Best for: Sentiment and competitor analysis

Check out Peec AI
Starting priceSee website
Free planFree trial
Peec AI website
peec.ai homepage

Peec AI turns raw AI answers into readable analysis. For each prompt, it reports whether your brand was mentioned, where it ranked in the answer, how sentiment reads, and how competitors fared on the same question. That competitor context is essential, since visibility only means something relative to who else AI systems recommend.

Regional analysis adds value for brands in several markets, where answers and competitors differ. Watch entry plan limits on prompts and engines, and confirm your key prompts fit before buying. For mid-market teams, Peec AI offers the best balance of analysis depth and report clarity.

What we like
  • Clear sentiment, position, and share of voice per prompt
  • Competitor comparison in the same answers
  • Multi-region views
Watch out for
  • Prompt and engine limits on entry plans
  • Some advanced engines are add-ons
03Scrunch AI logo

Scrunch AI

Best for: Citation and content gap analysis

Check out Scrunch AI
Starting priceSee website
Free planFree trial
Scrunch AI website
scrunch.com homepage

Scrunch analysis focuses on sources and gaps. Its citation graph shows which domains and pages AI systems rely on in your category, which helps a team see whether its own content is a cited source or an outsider. Site readiness checks add a technical angle, flagging pages that AI crawlers may struggle to read or use.

Persona analysis shows how answers change for different buyer types, which is useful for brands with several audiences. The price reflects that scope, so Scrunch suits content teams ready to fix gaps, not teams that only want a monthly score. Pair its findings with a content calendar to turn analysis into published fixes.

What we like
  • Citation graph analysis
  • Site readiness and content guidance
  • Persona-based answer analysis
Watch out for
  • Higher entry price than budget tools
  • Entry prompt counts are limited
04Brandlight logo

Brandlight

Best for: Brand narrative and sentiment analysis

Check out Brandlight
Starting priceSee website
Free planNo

Brandlight analysis centers on narrative: how AI systems frame your brand, which themes recur, and whether sentiment leans positive, neutral, or negative. For a large brand, that framing can matter more than a mention count, since a widely repeated wrong claim can shape buyer views. Enterprise reporting packages those findings for brand and communications teams.

Access is the barrier. Quote-only pricing and no free plan mean small teams cannot test Brandlight cheaply. It belongs on an enterprise shortlist alongside Profound, especially where reputation and messaging, not just traffic, are at stake.

What we like
  • Narrative and sentiment analysis for large brands
  • Enterprise reporting
  • Partner support for acting on findings
Watch out for
  • Quote-only pricing
  • No free plan or low-cost trial path
05AthenaHQ logo

AthenaHQ

Best for: Low-cost analysis to start with

Check out AthenaHQ
Starting priceSee website
Free planYes

AthenaHQ lets a team start analysis without a budget approval, thanks to its free tier. You can track a small prompt set, see mentions and competitors, and learn whether AI visibility data changes your content decisions. That low-risk start is valuable in a category where many tools require a sales call first.

Paid plans open larger prompt sets and deeper views, and the price rises with volume. Compare AthenaHQ analysis on your exact prompts with Peec AI and Otterly.AI before upgrading, since citation detail and engine coverage differ. For a first analysis project, AthenaHQ is a sensible, low-cost entry.

What we like
  • Free tier for first analysis
  • Prompt and competitor tracking
  • Fast setup
Watch out for
  • Free tier limits depth and prompt volume
  • Paid plans climb with scale
06Goodie logo

Goodie

Best for: Analysis tied to optimization actions

Check out Goodie
Starting price$399 per month
Free planFree trial

Goodie analysis is built around next steps. It reports visibility, citations, and competitor gaps, then turns those findings into a prioritized action list for content and site work. That structure helps teams that know they have an AI visibility gap but do not know where to start fixing it.

The entry price limits Goodie to teams with a real content budget. Actions are also suggestions, not guarantees, since AI systems may not cite a changed page even after a fix. Use Goodie as a work queue to test over weeks, and keep human review in place before publishing any AI-suggested content change.

What we like
  • Analysis linked to concrete optimization tasks
  • Competitor visibility views
  • Trend tracking over time
Watch out for
  • High entry price
  • Recommended actions still need human review and testing
07Otterly.AI logo

Otterly.AI

Best for: Budget citation and mention analysis

Check out Otterly.AI
Starting price$29 per month
Free planFree trial

Otterly.AI gives small teams real analysis at a budget price. Daily tracking shows mention and citation movement over time, and reports are simple enough for a solo marketer to read without analyst support. For a small brand, that trend view is often enough to guide content priorities.

Limits appear in prompt count and engine add-ons. The entry plan covers few prompts, and adding engines such as Google AI Mode costs more. Before choosing Otterly.AI, list your must-track prompts and engines and compare the full monthly cost with Peec AI. For a focused prompt set, Otterly.AI remains excellent value.

What we like
  • Affordable daily analysis
  • Citation and mention views
  • Simple reports for small teams
Watch out for
  • Entry prompt count is small
  • Some engines are paid add-ons, which raises total cost
08Semrush AI Visibility Toolkit logo

Semrush AI Visibility Toolkit

Best for: Analysis inside a full SEO suite

Check out Semrush AI Visibility Toolkit
Starting price$99 per month
Free planFree trial

Semrush analysis appeals to teams that want AI data in context. Seeing AI mentions beside classic rankings, traffic, and content performance helps a team judge whether AI visibility tracks with real demand or diverges from it. Per-domain pricing is clear, and the toolkit covers the main AI systems.

Dedicated tools offer deeper citation graphs, sentiment detail, and prompt volumes. Semrush is the practical pick for a team already in its suite that wants solid AI analysis without a second contract. If AI analysis becomes your main reporting need, compare it with Profound or Scrunch on your prompts.

What we like
  • AI analysis beside keyword, backlink, and traffic data
  • Per-domain pricing
  • Familiar Semrush dashboards
Watch out for
  • Per-domain cost for many brands
  • Narrower AI engine coverage than dedicated analysis tools
09Ahrefs Brand Radar logo

Ahrefs Brand Radar

Best for: Index plus custom prompt analysis

Check out Ahrefs Brand Radar
Starting price$199 per month
Free planNo

Ahrefs Brand Radar combines a market index with custom prompt analysis. The index shows how brands compare across AI platforms at a market level, while custom prompts let a team track its own buying questions. That pairing suits SEO teams that already use Ahrefs for links and content research.

Cost is the main caution, with no free plan and extra costs for larger custom prompt sets. Ahrefs fits teams inside its ecosystem that want AI analysis next to their existing SEO data. Teams outside Ahrefs should weigh total cost against Peec AI or Profound for the same prompt set.

What we like
  • AI visibility index for market benchmarking
  • Custom prompts for brand-specific analysis
  • Strong SEO data alongside
Watch out for
  • No free plan
  • Custom prompt costs add up for large sets

How we picked these

We compared vendor feature and pricing pages and recent AI visibility comparisons, keeping tools that query live AI systems and report citations, sentiment, or share of voice. We favored tools that name engines, show competitor data, and explain how scores are built, and we marked quote-based pricing as See website. We left out static scoring tools, content writers, and classic rank trackers with no AI answer analysis. Prices change often, so confirm current plans before buying.

How to read AI visibility analysis

Start with citations, not scores. A rising score with no cited pages may reflect mentions in passing, while a cited page shows AI systems trust your content as a source. Check which pages get cited, and whether they are the pages you want buyers to see.

Compare yourself on the same questions

Always read your numbers beside competitors on identical prompts. A brand can look strong alone yet trail on the buying questions that matter most. Track share of voice, meaning your share of mentions and citations against competitors, over time, and pair it with sentiment so a negative mention does not count as a win.

Act, then remeasure

Pick one gap per cycle, such as a missing FAQ, a thin comparison page, or a page AI systems cannot parse well. Fix it, wait for several tracking cycles, and check whether citations moved. AI analysis is useful only when it changes what you publish next.

Sources

  1. https://www.tryprofound.com
  2. https://www.peec.ai
  3. https://www.scrunch.com
  4. https://www.brandlight.ai
  5. https://www.athenahq.ai
  6. https://www.higoodie.com
  7. https://www.otterly.ai
  8. https://www.semrush.com
  9. https://www.ahrefs.com

Frequently asked questions

What is AI search visibility analysis?

It is the breakdown of how AI systems mention, cite, and describe your brand, including sentiment, share of voice, and competitor comparison, across prompts and engines.

How is analysis different from tracking?

Tracking records mentions over time. Analysis explains the pattern: which pages were cited, how sentiment reads, how competitors compare, and what content gaps may explain the result.

Which metrics matter most in AI visibility analysis?

Citation rate, share of voice, sentiment, and cited pages matter most. A single visibility score is less useful, since it can hide negative mentions or passing references.

How often should I review AI visibility analysis?

Review trends weekly or monthly, depending on prompt volume, and review deeply each quarter. Daily swings are normal, since AI answers vary, so judge direction over weeks.

Can analysis software tell me exactly why an AI answer changed?

No tool can give a complete causal answer, since model updates, prompt wording, and source changes all play a part. Good analysis narrows the likely causes and points to content fixes worth testing.

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